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MADR — Multi-Agent Diagnostic Reasoning for distributed hydrological model calibration. LangGraph framework with a Leader and per-sub-basin Worker LLMs. Pluggable model layer (VIC+Lohmann, VIC+CaMa-Flood, SWAT+) and pluggable LLM provider layer (Anthropic, OpenAI, Gemini, DeepSeek, Kimi, Qwen, MiniMax).